Koeppl, Heinz
- A Survey of Confidence Estimation and Calibration in Large Language Models
2023/11/14 by Jiahui Geng, Fengyu Cai, Geng, Jiahui +9 · 54 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Approximately Solving Mean Field Games via Entropy-Regularized Deep Reinforcement Learning
2021/02/02 by Cui, Kai, Koeppl, Heinz · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- Learning Graphon Mean Field Games and Approximate Nash Equilibria
2021/11/29 by Cui, Kai, Koeppl, Heinz · 4 citations
#Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC)
- Variational Inference for Continuous-Time Switching Dynamical Systems
2021/09/29 by Köhs, Lukas, Alt, Bastian, Koeppl, Heinz · 2 citations
#FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantitative Methods (q-bio.QM) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Major-Minor Mean Field Multi-Agent Reinforcement Learning
2023/03/19 by Kai Cui, Christian Fabián, Cui, Kai +3 · 2 citations
Decision Sciences · Computer Science · Economics, Econometrics and Finance · #Auction Theory and Applications #Reinforcement Learning in Robotics #Climate Change Policy and Economics
- Inverse Reinforcement Learning in Swarm Systems
2016/02/17 by Šošić, Adrian, KhudaBukhsh, Wasiur R., Zoubir, Abdelhak M. +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Systems and Control (eess.SY) #electronic engineering #information engineering
- A Generalized Performance Evaluation Framework for Parallel Systems with\n Output Synchronization
2016/12/16 by Wasiur R. KhudaBukhsh, Sounak Kar, KhudaBukhsh, Wasiur R. +5 · 1 citation
Business, Management and Accounting · Computer Science · #60K25 #68M20 #Advanced Queuing Theory Analysis #Cloud Computing and Resource Management #D.2.8 #D.4.8 #Distributed systems and fault tolerance #FOS: Computer and information sciences #Performance (cs.PF)
- Quasi-steady-state approximations derived from the stochastic model of enzyme kinetics
2017/11/08 by Hye-Won Kang, Kang, Hye-Won, Wasiur R. KhudaBukhsh +5 · 1 citation
Biochemistry, Genetics and Molecular Biology · Chemistry · Physics and Astronomy · #34E15 #60J27 #60J28 #92B25 #92C42 #92C45 #Advanced Thermodynamics and Statistical Mechanics #FOS: Biological sciences #Gene Regulatory Network Analysis #Molecular Networks (q-bio.MN) #thermodynamics and calorimetric analyses
- Approximate lumpability for Markovian agent-based models using local symmetries
2018/04/03 by KhudaBukhsh, Wasiur R., Auddy, Arnab, Disser, Yann +1 · 1 citation
#60J28 #FOS: Mathematics #Probability (math.PR)
- Learning Discrete-Time Major-Minor Mean Field Games
2023/12/17 by Kai Cui, Gökçe Dayanıklı, Cui, Kai +9 · 3 citations
Decision Sciences · Economics, Econometrics and Finance · Social Sciences · #Computer Science and Game Theory (cs.GT) #Experimental Behavioral Economics Studies #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Applications #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC) #Sports Analytics and Performance
- Moment-Based Variational Inference for Markov Jump Processes
2019/05/14 by Wildner, Christian, Koeppl, Heinz · 1 citation
#FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantitative Methods (q-bio.QM)
- Moment-Based Variational Inference for Stochastic Differential Equations
2021/03/01 by Wildner, Christian, Koeppl, Heinz · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Learning Mean-Field Control for Delayed Information Load Balancing in Large Queuing Systems
2022/08/09 by Tahir, Anam, Cui, Kai, Koeppl, Heinz · 1 citation
#Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Parallel #Systems and Control (eess.SY) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- Motif-based mean-field approximation of interacting particles on clustered networks
2022/01/13 by Cui, Kai, KhudaBukhsh, Wasiur R., Koeppl, Heinz · 1 citation
#Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Physical sciences #Physics and Society (physics.soc-ph) #Statistical Mechanics (cond-mat.stat-mech)
- Learning Sparse Graphon Mean Field Games
2022/09/08 by Fabian, Christian, Cui, Kai, Koeppl, Heinz · 1 citation
#Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- Mean Field Games on Weighted and Directed Graphs via Colored Digraphons
2022/09/08 by Christian Fabián, Fabian, Christian, Kai Cui +3 · 1 citation
Decision Sciences · #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- Scalable Task-Driven Robotic Swarm Control via Collision Avoidance and Learning Mean-Field Control
2022/09/15 by Cui, Kai, Li, Mengguang, Fabian, Christian +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Optimal Offloading Strategies for Edge-Computing via Mean-Field Games and Control
2022/09/08 by Kai Cui, Mustafa Burak Yilmaz, Cui, Kai +7 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- A Survey on Large-Population Systems and Scalable Multi-Agent Reinforcement Learning
2022/09/08 by Kai Cui, Anam Tahir, Cui, Kai +11 · 1 citation
Physics and Astronomy · Psychology · #Artificial Intelligence (cs.AI) #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mental Health Research Topics #Multiagent Systems (cs.MA)
- Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior
2023/07/12 by Cui, Kai, Hauck, Sascha, Fabian, Christian +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC)
- Entropic Matching for Expectation Propagation of Markov Jump Processes
2023/09/27 by Eich, Yannick, Alt, Bastian, Koeppl, Heinz · 1 citation
#FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Molecular Networks (q-bio.MN) #Quantitative Methods (q-bio.QM)
- Learning Mean Field Games on Sparse Graphs: A Hybrid Graphex Approach
2024/01/23 by Fabian, Christian, Cui, Kai, Koeppl, Heinz · 1 citation
#Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- A Modular Aerial System Based on Homogeneous Quadrotors with Fault-Tolerant Control
2024/02/02 by Li, Mengguang, Cui, Kai, Koeppl, Heinz · 1 citation
#FOS: Computer and information sciences #Robotics (cs.RO)
- Mutual Information of a class of Poisson-type Channels using Markov Renewal Theory
2024/03/22 by Maximilian Gehri, Nicolai Engelmann, Gehri, Maximilian +3 · 1 citation
Computer Science · Mathematics · #Cellular Automata and Applications #Computability, Logic, AI Algorithms #FOS: Computer and information sciences #Information Theory (cs.IT) #Mathematical Dynamics and Fractals
- A Poisson Gamma Probabilistic Model for Latent Node-group Memberships in Dynamic Networks
2018/05/28 by Sikun Yang, Yang, Sikun, Heinz Koeppl +1 · 1 citation
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Complex Network Analysis Techniques #FOS: Computer and information sciences #Social and Information Networks (cs.SI)